Among the 2402 patients identified, a total of 2378 patients met the criteria and were included in the ALP model; 2373 were included in the TB model, 2378 were included in the AST model, 2385 were included in the ALT model, and 2383 were included in the albumin model. The gene discussed is ALB; the disease is tuberculosis.